Dataset statistics
| Number of variables | 17 |
|---|---|
| Number of observations | 392735 |
| Missing cells | 320070 |
| Missing cells (%) | 4.8% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 187.0 MiB |
| Average record size in memory | 499.2 B |
Variable types
| Categorical | 4 |
|---|---|
| Numeric | 10 |
| Boolean | 3 |
OriginalCreditor_Redacted has a high cardinality: 52 distinct values | High cardinality |
CurrentBalance is highly overall correlated with DebtLoadPrincipal and 1 other fields | High correlation |
DebtLoadPrincipal is highly overall correlated with CurrentBalance and 1 other fields | High correlation |
BalanceAtDebtLoad is highly overall correlated with CurrentBalance and 1 other fields | High correlation |
PurchasePrice is highly overall correlated with FrequencyEncodedCreditor and 1 other fields | High correlation |
NumPhones is highly overall correlated with IsStatBarred | High correlation |
FrequencyEncodedCreditor is highly overall correlated with PurchasePrice and 2 other fields | High correlation |
OriginalCreditor_Redacted is highly overall correlated with PurchasePrice and 2 other fields | High correlation |
ProductOrDebtType is highly overall correlated with FrequencyEncodedCreditor and 1 other fields | High correlation |
CollectionStatus is highly overall correlated with IsStatBarred and 1 other fields | High correlation |
IsStatBarred is highly overall correlated with NumPhones and 1 other fields | High correlation |
IsLegal is highly overall correlated with CollectionStatus | High correlation |
InBankruptcy is highly imbalanced (85.4%) | Imbalance |
IsLegal is highly imbalanced (83.3%) | Imbalance |
NumLiableParties is highly imbalanced (93.6%) | Imbalance |
LastPaymentAmount has 290802 (74.0%) missing values | Missing |
CustomerAge has 26490 (6.7%) missing values | Missing |
CurrentBalance is highly skewed (γ1 = 26.66167707) | Skewed |
DebtLoadPrincipal is highly skewed (γ1 = 37.04147046) | Skewed |
BalanceAtDebtLoad is highly skewed (γ1 = 34.7372639) | Skewed |
CurrentBalance has 68045 (17.3%) zeros | Zeros |
NumPhones has 266389 (67.8%) zeros | Zeros |
NumEmails has 312660 (79.6%) zeros | Zeros |
NumAddresses has 76185 (19.4%) zeros | Zeros |
Reproduction
| Analysis started | 2023-10-17 05:40:39.698113 |
|---|---|
| Analysis finished | 2023-10-17 05:41:15.050069 |
| Duration | 35.35 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
OriginalCreditor_Redacted
Categorical
HIGH CARDINALITY  HIGH CORRELATION 
| Distinct | 52 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 28.4 MiB |
| Creditor 17 | |
|---|---|
| Creditor 47 | |
| Creditor 33 | |
| Creditor 48 | |
| Creditor 19 | |
| Other values (47) |
Length
| Max length | 11 |
|---|---|
| Median length | 11 |
| Mean length | 10.939399 |
| Min length | 10 |
Characters and Unicode
| Total characters | 4296285 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 3 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Creditor 1 |
|---|---|
| 2nd row | Creditor 2 |
| 3rd row | Creditor 1 |
| 4th row | Creditor 2 |
| 5th row | Creditor 1 |
Common Values
| Value | Count | Frequency (%) |
| Creditor 17 | 82764 | |
| Creditor 47 | 54845 | |
| Creditor 33 | 52340 | |
| Creditor 48 | 24854 | 6.3% |
| Creditor 19 | 20454 | 5.2% |
| Creditor 10 | 18922 | 4.8% |
| Creditor 44 | 17242 | 4.4% |
| Creditor 25 | 16443 | 4.2% |
| Creditor 42 | 15933 | 4.1% |
| Creditor 35 | 14474 | 3.7% |
| Other values (42) | 74464 |
Length
| Value | Count | Frequency (%) |
| creditor | 392735 | |
| 17 | 82764 | 10.5% |
| 47 | 54845 | 7.0% |
| 33 | 52340 | 6.7% |
| 48 | 24854 | 3.2% |
| 19 | 20454 | 2.6% |
| 10 | 18922 | 2.4% |
| 44 | 17242 | 2.2% |
| 25 | 16443 | 2.1% |
| 42 | 15933 | 2.0% |
| Other values (43) | 88938 | 11.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 785470 | |
| C | 392735 | |
| e | 392735 | |
| d | 392735 | |
| i | 392735 | |
| t | 392735 | |
| o | 392735 | |
| 392735 | ||
| 4 | 151858 | 3.5% |
| 7 | 151524 | 3.5% |
| Other values (8) | 458288 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 2749145 | |
| Decimal Number | 761670 | 17.7% |
| Uppercase Letter | 392735 | 9.1% |
| Space Separator | 392735 | 9.1% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 151858 | |
| 7 | 151524 | |
| 3 | 137973 | |
| 1 | 128565 | |
| 5 | 48663 | 6.4% |
| 2 | 38353 | 5.0% |
| 0 | 36058 | 4.7% |
| 8 | 33075 | 4.3% |
| 9 | 29700 | 3.9% |
| 6 | 5901 | 0.8% |
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 785470 | |
| e | 392735 | |
| d | 392735 | |
| i | 392735 | |
| t | 392735 | |
| o | 392735 |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 392735 |
Space Separator
| Value | Count | Frequency (%) |
| 392735 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 3141880 | |
| Common | 1154405 | 26.9% |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 392735 | ||
| 4 | 151858 | 13.2% |
| 7 | 151524 | 13.1% |
| 3 | 137973 | 12.0% |
| 1 | 128565 | 11.1% |
| 5 | 48663 | 4.2% |
| 2 | 38353 | 3.3% |
| 0 | 36058 | 3.1% |
| 8 | 33075 | 2.9% |
| 9 | 29700 | 2.6% |
Latin
| Value | Count | Frequency (%) |
| r | 785470 | |
| C | 392735 | |
| e | 392735 | |
| d | 392735 | |
| i | 392735 | |
| t | 392735 | |
| o | 392735 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4296285 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 785470 | |
| C | 392735 | |
| e | 392735 | |
| d | 392735 | |
| i | 392735 | |
| t | 392735 | |
| o | 392735 | |
| 392735 | ||
| 4 | 151858 | 3.5% |
| 7 | 151524 | 3.5% |
| Other values (8) | 458288 |
CurrentBalance
Real number (ℝ)
HIGH CORRELATION  SKEWED  ZEROS 
| Distinct | 177653 |
|---|---|
| Distinct (%) | 45.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1342.9503 |
| Minimum | -7717.2 |
|---|---|
| Maximum | 441681.52 |
| Zeros | 68045 |
| Zeros (%) | 17.3% |
| Negative | 2717 |
| Negative (%) | 0.7% |
| Memory size | 6.0 MiB |
Quantile statistics
| Minimum | -7717.2 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 106.665 |
| median | 486.89 |
| Q3 | 1204.77 |
| 95-th percentile | 5387.97 |
| Maximum | 441681.52 |
| Range | 449398.72 |
| Interquartile range (IQR) | 1098.105 |
Descriptive statistics
| Standard deviation | 4093.788 |
|---|---|
| Coefficient of variation (CV) | 3.048354 |
| Kurtosis | 1578.4783 |
| Mean | 1342.9503 |
| Median Absolute Deviation (MAD) | 464.02 |
| Skewness | 26.661677 |
| Sum | 5.274236 × 108 |
| Variance | 16759100 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 68045 | 17.3% |
| 50 | 172 | < 0.1% |
| 30 | 156 | < 0.1% |
| 65.63 | 134 | < 0.1% |
| 40.68 | 130 | < 0.1% |
| 60 | 130 | < 0.1% |
| 32.35 | 124 | < 0.1% |
| 20 | 123 | < 0.1% |
| 45.29 | 122 | < 0.1% |
| 59.38 | 118 | < 0.1% |
| Other values (177643) | 323481 |
| Value | Count | Frequency (%) |
| -7717.2 | 1 | |
| -7436.41 | 1 | |
| -6613.66 | 1 | |
| -5230.35 | 1 | |
| -4928.52 | 1 | |
| -4920.03 | 1 | |
| -4701.68 | 1 | |
| -4655.43 | 1 | |
| -4479.42 | 1 | |
| -4388.03 | 1 |
| Value | Count | Frequency (%) |
| 441681.52 | 1 | |
| 425064.21 | 1 | |
| 384946.87 | 1 | |
| 315137.08 | 1 | |
| 293571.08 | 1 | |
| 286287.29 | 1 | |
| 285475.44 | 1 | |
| 261650.56 | 1 | |
| 239452.19 | 1 | |
| 226832.93 | 1 |
DebtLoadPrincipal
Real number (ℝ)
HIGH CORRELATION  SKEWED 
| Distinct | 195921 |
|---|---|
| Distinct (%) | 49.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1588.3375 |
| Minimum | 0 |
|---|---|
| Maximum | 844343 |
| Zeros | 152 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 51 |
| Q1 | 272.86 |
| median | 647.84 |
| Q3 | 1444.54 |
| 95-th percentile | 5945.136 |
| Maximum | 844343 |
| Range | 844343 |
| Interquartile range (IQR) | 1171.68 |
Descriptive statistics
| Standard deviation | 4484.2173 |
|---|---|
| Coefficient of variation (CV) | 2.8232145 |
| Kurtosis | 4158.01 |
| Mean | 1588.3375 |
| Median Absolute Deviation (MAD) | 457.71 |
| Skewness | 37.04147 |
| Sum | 6.2379572 × 108 |
| Variance | 20108205 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 32 | 1103 | 0.3% |
| 25 | 1100 | 0.3% |
| 47 | 725 | 0.2% |
| 45 | 631 | 0.2% |
| 20 | 605 | 0.2% |
| 30 | 557 | 0.1% |
| 27 | 524 | 0.1% |
| 40 | 433 | 0.1% |
| 36 | 431 | 0.1% |
| 60 | 410 | 0.1% |
| Other values (195911) | 386216 |
| Value | Count | Frequency (%) |
| 0 | 152 | |
| 0.01 | 10 | < 0.1% |
| 0.02 | 2 | < 0.1% |
| 0.03 | 1 | < 0.1% |
| 0.07 | 1 | < 0.1% |
| 0.08 | 1 | < 0.1% |
| 0.09 | 1 | < 0.1% |
| 0.11 | 2 | < 0.1% |
| 0.16 | 1 | < 0.1% |
| 0.21 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 844343 | 1 | |
| 425064.21 | 1 | |
| 384946.87 | 1 | |
| 383878.71 | 1 | |
| 293571.08 | 1 | |
| 286287.29 | 1 | |
| 285475.44 | 1 | |
| 274006.16 | 1 | |
| 261650.56 | 1 | |
| 245937.19 | 1 |
BalanceAtDebtLoad
Real number (ℝ)
HIGH CORRELATION  SKEWED 
| Distinct | 198413 |
|---|---|
| Distinct (%) | 50.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1652.2256 |
| Minimum | 0 |
|---|---|
| Maximum | 844343 |
| Zeros | 122 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 56.16 |
| Q1 | 276.225 |
| median | 661.02 |
| Q3 | 1487.53 |
| 95-th percentile | 6227.55 |
| Maximum | 844343 |
| Range | 844343 |
| Interquartile range (IQR) | 1211.305 |
Descriptive statistics
| Standard deviation | 4601.4435 |
|---|---|
| Coefficient of variation (CV) | 2.7849971 |
| Kurtosis | 3756.8049 |
| Mean | 1652.2256 |
| Median Absolute Deviation (MAD) | 468.52 |
| Skewness | 34.737264 |
| Sum | 6.4888683 × 108 |
| Variance | 21173282 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 40.68 | 394 | 0.1% |
| 45.29 | 391 | 0.1% |
| 32.35 | 358 | 0.1% |
| 30 | 357 | 0.1% |
| 39.3 | 331 | 0.1% |
| 62.94 | 330 | 0.1% |
| 65.63 | 329 | 0.1% |
| 50 | 303 | 0.1% |
| 59.38 | 291 | 0.1% |
| 90.63 | 287 | 0.1% |
| Other values (198403) | 389364 |
| Value | Count | Frequency (%) |
| 0 | 122 | |
| 0.01 | 10 | < 0.1% |
| 0.02 | 2 | < 0.1% |
| 0.03 | 1 | < 0.1% |
| 0.07 | 1 | < 0.1% |
| 0.08 | 1 | < 0.1% |
| 0.09 | 1 | < 0.1% |
| 0.11 | 2 | < 0.1% |
| 0.16 | 1 | < 0.1% |
| 0.21 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 844343 | 1 | |
| 425064.21 | 1 | |
| 384946.87 | 1 | |
| 383878.71 | 1 | |
| 293571.08 | 1 | |
| 286287.29 | 1 | |
| 285475.44 | 1 | |
| 274006.16 | 1 | |
| 261650.56 | 1 | |
| 245937.19 | 1 |
PurchasePrice
Real number (ℝ)
| Distinct | 48 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2656 |
| Missing (%) | 0.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.6738133 |
| Minimum | 0.19 |
|---|---|
| Maximum | 52.18 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.0 MiB |
Quantile statistics
| Minimum | 0.19 |
|---|---|
| 5-th percentile | 2.32 |
| Q1 | 3.07 |
| median | 4.22 |
| Q3 | 6.59 |
| 95-th percentile | 11.7 |
| Maximum | 52.18 |
| Range | 51.99 |
| Interquartile range (IQR) | 3.52 |
Descriptive statistics
| Standard deviation | 5.5238955 |
|---|---|
| Coefficient of variation (CV) | 0.97357725 |
| Kurtosis | 46.780741 |
| Mean | 5.6738133 |
| Median Absolute Deviation (MAD) | 1.15 |
| Skewness | 6.0923307 |
| Sum | 2213235.4 |
| Variance | 30.513421 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3.07 | 82760 | |
| 2.32 | 39859 | |
| 3.6 | 35115 | |
| 7.38 | 34213 | |
| 5.72 | 24854 | 6.3% |
| 4.22 | 24035 | 6.1% |
| 4.96 | 18865 | 4.8% |
| 6.59 | 17224 | 4.4% |
| 4.31 | 16575 | 4.2% |
| 11.7 | 16435 | 4.2% |
| Other values (38) | 80144 |
| Value | Count | Frequency (%) |
| 0.19 | 853 | 0.2% |
| 0.65 | 310 | 0.1% |
| 1.44 | 1325 | 0.3% |
| 1.77 | 355 | 0.1% |
| 1.84 | 2762 | 0.7% |
| 2.32 | 39859 | |
| 2.35 | 106 | < 0.1% |
| 3.07 | 82760 | |
| 3.6 | 35115 | |
| 3.87 | 8449 | 2.2% |
| Value | Count | Frequency (%) |
| 52.18 | 3782 | |
| 32.27 | 246 | 0.1% |
| 25.41 | 1158 | 0.3% |
| 16.7 | 434 | 0.1% |
| 15.31 | 3521 | |
| 15 | 1 | < 0.1% |
| 14.83 | 1542 | |
| 12 | 3 | < 0.1% |
| 11.73 | 1 | < 0.1% |
| 11.71 | 2 | < 0.1% |
ProductOrDebtType
Categorical
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 31.1 MiB |
| Utilities/Telco - Other | |
|---|---|
| Other | |
| Finance Company - Other | |
| Store Cards | 17699 |
| Credit Cards | 16885 |
| Other values (5) |
Length
| Max length | 23 |
|---|---|
| Median length | 23 |
| Mean length | 17.988575 |
| Min length | 5 |
Characters and Unicode
| Total characters | 7064743 |
|---|---|
| Distinct characters | 32 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Other |
|---|---|
| 2nd row | Other |
| 3rd row | Other |
| 4th row | Other |
| 5th row | Other |
Common Values
| Value | Count | Frequency (%) |
| Utilities/Telco - Other | 207110 | |
| Other | 75586 | 19.2% |
| Finance Company - Other | 48693 | 12.4% |
| Store Cards | 17699 | 4.5% |
| Credit Cards | 16885 | 4.3% |
| Bank - Other | 13030 | 3.3% |
| Residential Electricity | 7693 | 2.0% |
| Personal Loans | 4309 | 1.1% |
| Loans | 1260 | 0.3% |
| Hire Purchase | 470 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| other | 344419 | |
| 268833 | ||
| utilities/telco | 207110 | |
| finance | 48693 | 4.7% |
| company | 48693 | 4.7% |
| cards | 34584 | 3.4% |
| store | 17699 | 1.7% |
| credit | 16885 | 1.6% |
| bank | 13030 | 1.3% |
| residential | 7693 | 0.7% |
| Other values (5) | 18511 | 1.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 870244 | |
| t | 816302 | |
| i | 718150 | 10.2% |
| 633415 | 9.0% | |
| l | 433915 | 6.1% |
| r | 426529 | 6.0% |
| h | 344889 | 4.9% |
| O | 344419 | 4.9% |
| o | 283380 | 4.0% |
| c | 271659 | 3.8% |
| Other values (22) | 1921841 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 4990958 | |
| Uppercase Letter | 964427 | 13.7% |
| Space Separator | 633415 | 9.0% |
| Dash Punctuation | 268833 | 3.8% |
| Other Punctuation | 207110 | 2.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 870244 | |
| t | 816302 | |
| i | 718150 | |
| l | 433915 | |
| r | 426529 | |
| h | 344889 | 6.9% |
| o | 283380 | 5.7% |
| c | 271659 | 5.4% |
| s | 259735 | 5.2% |
| n | 176680 | 3.5% |
| Other values (7) | 389475 |
Uppercase Letter
| Value | Count | Frequency (%) |
| O | 344419 | |
| U | 207110 | |
| T | 207110 | |
| C | 100162 | 10.4% |
| F | 48693 | 5.0% |
| S | 17699 | 1.8% |
| B | 13030 | 1.4% |
| R | 7693 | 0.8% |
| E | 7693 | 0.8% |
| L | 5569 | 0.6% |
| Other values (2) | 5249 | 0.5% |
Space Separator
| Value | Count | Frequency (%) |
| 633415 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 268833 |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 207110 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 5955385 | |
| Common | 1109358 | 15.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 870244 | |
| t | 816302 | |
| i | 718150 | |
| l | 433915 | 7.3% |
| r | 426529 | 7.2% |
| h | 344889 | 5.8% |
| O | 344419 | 5.8% |
| o | 283380 | 4.8% |
| c | 271659 | 4.6% |
| s | 259735 | 4.4% |
| Other values (19) | 1186163 |
Common
| Value | Count | Frequency (%) |
| 633415 | ||
| - | 268833 | |
| / | 207110 | 18.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 7064743 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 870244 | |
| t | 816302 | |
| i | 718150 | 10.2% |
| 633415 | 9.0% | |
| l | 433915 | 6.1% |
| r | 426529 | 6.0% |
| h | 344889 | 4.9% |
| O | 344419 | 4.9% |
| o | 283380 | 4.0% |
| c | 271659 | 3.8% |
| Other values (22) | 1921841 |
CollectionStatus
Categorical
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 27.3 MiB |
| ACTIVE | |
|---|---|
| PASSIVE | |
| PAID_IN_FULL | |
| CLOSED | 13524 |
| CANCELLED_WITHDRAWN | 5401 |
| Other values (7) | 10671 |
Length
| Max length | 19 |
|---|---|
| Median length | 17 |
| Mean length | 7.7671789 |
| Min length | 5 |
Characters and Unicode
| Total characters | 3050443 |
|---|---|
| Distinct characters | 21 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | PAID_IN_FULL |
|---|---|
| 2nd row | CANCELLED_WITHDRAWN |
| 3rd row | PAID_IN_FULL |
| 4th row | PASSIVE |
| 5th row | PAID_IN_FULL |
Common Values
| Value | Count | Frequency (%) |
| ACTIVE | 167445 | |
| PASSIVE | 128651 | |
| PAID_IN_FULL | 67043 | |
| CLOSED | 13524 | 3.4% |
| CANCELLED_WITHDRAWN | 5401 | 1.4% |
| UNDER_ARRANGEMENT | 4237 | 1.1% |
| SETTLED FOR LESS | 4191 | 1.1% |
| LEGAL | 1559 | 0.4% |
| LEGAL_ARRANGEMENT | 361 | 0.1% |
| NON_COLLECTION | 237 | 0.1% |
| Other values (2) | 86 | < 0.1% |
Length
| Value | Count | Frequency (%) |
| active | 167445 | |
| passive | 128651 | |
| paid_in_full | 67043 | |
| closed | 13524 | 3.4% |
| cancelled_withdrawn | 5401 | 1.3% |
| under_arrangement | 4237 | 1.1% |
| settled | 4191 | 1.0% |
| for | 4191 | 1.0% |
| less | 4191 | 1.0% |
| legal | 1559 | 0.4% |
| Other values (4) | 684 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| I | 435906 | |
| A | 385057 | |
| E | 348612 | |
| V | 296096 | |
| S | 283399 | |
| P | 195721 | |
| C | 192245 | |
| T | 186063 | |
| L | 171167 | 5.6% |
| _ | 144322 | 4.7% |
| Other values (11) | 411855 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 2897739 | |
| Connector Punctuation | 144322 | 4.7% |
| Space Separator | 8382 | 0.3% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| I | 435906 | |
| A | 385057 | |
| E | 348612 | |
| V | 296096 | |
| S | 283399 | |
| P | 195721 | |
| C | 192245 | |
| T | 186063 | |
| L | 171167 | 5.9% |
| D | 99883 | 3.4% |
| Other values (9) | 303590 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 144322 |
Space Separator
| Value | Count | Frequency (%) |
| 8382 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2897739 | |
| Common | 152704 | 5.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| I | 435906 | |
| A | 385057 | |
| E | 348612 | |
| V | 296096 | |
| S | 283399 | |
| P | 195721 | |
| C | 192245 | |
| T | 186063 | |
| L | 171167 | 5.9% |
| D | 99883 | 3.4% |
| Other values (9) | 303590 |
Common
| Value | Count | Frequency (%) |
| _ | 144322 | |
| 8382 | 5.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3050443 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| I | 435906 | |
| A | 385057 | |
| E | 348612 | |
| V | 296096 | |
| S | 283399 | |
| P | 195721 | |
| C | 192245 | |
| T | 186063 | |
| L | 171167 | 5.6% |
| _ | 144322 | 4.7% |
| Other values (11) | 411855 |
IsStatBarred
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.4 MiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 273082 | |
| False | 119653 |
InBankruptcy
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.4 MiB |
| False | |
|---|---|
| True | 8149 |
| Value | Count | Frequency (%) |
| False | 384586 | |
| True | 8149 | 2.1% |
IsLegal
Boolean
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.4 MiB |
| False | |
|---|---|
| True | 9714 |
| Value | Count | Frequency (%) |
| False | 383021 | |
| True | 9714 | 2.5% |
LastPaymentAmount
Real number (ℝ)
| Distinct | 25874 |
|---|---|
| Distinct (%) | 25.4% |
| Missing | 290802 |
| Missing (%) | 74.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 288.86777 |
| Minimum | 0.01 |
|---|---|
| Maximum | 73131.84 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.0 MiB |
Quantile statistics
| Minimum | 0.01 |
|---|---|
| 5-th percentile | 5.386 |
| Q1 | 20 |
| median | 40 |
| Q3 | 148.68 |
| 95-th percentile | 1199.814 |
| Maximum | 73131.84 |
| Range | 73131.83 |
| Interquartile range (IQR) | 128.68 |
Descriptive statistics
| Standard deviation | 1130.4537 |
|---|---|
| Coefficient of variation (CV) | 3.9133951 |
| Kurtosis | 459.8578 |
| Mean | 288.86777 |
| Median Absolute Deviation (MAD) | 30 |
| Skewness | 15.40208 |
| Sum | 29445158 |
| Variance | 1277925.6 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 20 | 9750 | 2.5% |
| 10 | 7538 | 1.9% |
| 50 | 4545 | 1.2% |
| 30 | 3612 | 0.9% |
| 25 | 3067 | 0.8% |
| 40 | 2949 | 0.8% |
| 5 | 2611 | 0.7% |
| 100 | 2128 | 0.5% |
| 15 | 2084 | 0.5% |
| 60 | 1123 | 0.3% |
| Other values (25864) | 62526 | 15.9% |
| (Missing) | 290802 |
| Value | Count | Frequency (%) |
| 0.01 | 24 | |
| 0.02 | 9 | < 0.1% |
| 0.03 | 5 | < 0.1% |
| 0.04 | 8 | < 0.1% |
| 0.05 | 8 | < 0.1% |
| 0.06 | 4 | < 0.1% |
| 0.07 | 1 | < 0.1% |
| 0.08 | 3 | < 0.1% |
| 0.09 | 3 | < 0.1% |
| 0.1 | 11 |
| Value | Count | Frequency (%) |
| 73131.84 | 1 | |
| 48521.79 | 1 | |
| 45105.92 | 1 | |
| 45000 | 1 | |
| 44000 | 1 | |
| 43500 | 1 | |
| 40000 | 1 | |
| 36100 | 1 | |
| 36000 | 1 | |
| 35521.72 | 1 |
NumLiableParties
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 122 |
| Missing (%) | < 0.1% |
| Memory size | 25.5 MiB |
| 1.0 | |
|---|---|
| 2.0 | 6650 |
| 3.0 | 151 |
| 4.0 | 4 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 1177839 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 385808 | |
| 2.0 | 6650 | 1.7% |
| 3.0 | 151 | < 0.1% |
| 4.0 | 4 | < 0.1% |
| (Missing) | 122 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 385808 | |
| 2.0 | 6650 | 1.7% |
| 3.0 | 151 | < 0.1% |
| 4.0 | 4 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 392613 | |
| 0 | 392613 | |
| 1 | 385808 | |
| 2 | 6650 | 0.6% |
| 3 | 151 | < 0.1% |
| 4 | 4 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 785226 | |
| Other Punctuation | 392613 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 392613 | |
| 1 | 385808 | |
| 2 | 6650 | 0.8% |
| 3 | 151 | < 0.1% |
| 4 | 4 | < 0.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 392613 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1177839 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 392613 | |
| 0 | 392613 | |
| 1 | 385808 | |
| 2 | 6650 | 0.6% |
| 3 | 151 | < 0.1% |
| 4 | 4 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1177839 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 392613 | |
| 0 | 392613 | |
| 1 | 385808 | |
| 2 | 6650 | 0.6% |
| 3 | 151 | < 0.1% |
| 4 | 4 | < 0.1% |
CustomerAge
Real number (ℝ)
| Distinct | 126 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 26490 |
| Missing (%) | 6.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 45.938066 |
| Minimum | -41 |
|---|---|
| Maximum | 133 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 20 |
| Negative (%) | < 0.1% |
| Memory size | 6.0 MiB |
Quantile statistics
| Minimum | -41 |
|---|---|
| 5-th percentile | 29 |
| Q1 | 36 |
| median | 44 |
| Q3 | 54 |
| 95-th percentile | 70 |
| Maximum | 133 |
| Range | 174 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 12.862101 |
|---|---|
| Coefficient of variation (CV) | 0.27998787 |
| Kurtosis | 0.65817338 |
| Mean | 45.938066 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0.78275274 |
| Sum | 16824587 |
| Variance | 165.43365 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 38 | 13936 | 3.5% |
| 37 | 13488 | 3.4% |
| 39 | 13027 | 3.3% |
| 36 | 12532 | 3.2% |
| 40 | 12353 | 3.1% |
| 41 | 12015 | 3.1% |
| 35 | 11286 | 2.9% |
| 42 | 11282 | 2.9% |
| 34 | 10880 | 2.8% |
| 43 | 10654 | 2.7% |
| Other values (116) | 244792 | |
| (Missing) | 26490 | 6.7% |
| Value | Count | Frequency (%) |
| -41 | 1 | < 0.1% |
| -31 | 3 | |
| -30 | 1 | < 0.1% |
| -29 | 1 | < 0.1% |
| -28 | 5 | |
| -22 | 1 | < 0.1% |
| -20 | 2 | < 0.1% |
| -6 | 1 | < 0.1% |
| -4 | 1 | < 0.1% |
| -3 | 4 |
| Value | Count | Frequency (%) |
| 133 | 2 | < 0.1% |
| 132 | 1 | < 0.1% |
| 121 | 4 | < 0.1% |
| 120 | 12 | |
| 119 | 1 | < 0.1% |
| 115 | 1 | < 0.1% |
| 114 | 2 | < 0.1% |
| 113 | 3 | < 0.1% |
| 112 | 2 | < 0.1% |
| 111 | 10 |
NumPhones
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.43395929 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 266389 |
| Zeros (%) | 67.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.71857973 |
|---|---|
| Coefficient of variation (CV) | 1.655869 |
| Kurtosis | 3.190096 |
| Mean | 0.43395929 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.759986 |
| Sum | 170431 |
| Variance | 0.51635683 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 266389 | |
| 1 | 90147 | 23.0% |
| 2 | 29282 | 7.5% |
| 3 | 6131 | 1.6% |
| 4 | 633 | 0.2% |
| 5 | 128 | < 0.1% |
| 6 | 22 | < 0.1% |
| 8 | 2 | < 0.1% |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 266389 | |
| 1 | 90147 | 23.0% |
| 2 | 29282 | 7.5% |
| 3 | 6131 | 1.6% |
| 4 | 633 | 0.2% |
| 5 | 128 | < 0.1% |
| 6 | 22 | < 0.1% |
| 7 | 1 | < 0.1% |
| 8 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 2 | < 0.1% |
| 7 | 1 | < 0.1% |
| 6 | 22 | < 0.1% |
| 5 | 128 | < 0.1% |
| 4 | 633 | 0.2% |
| 3 | 6131 | 1.6% |
| 2 | 29282 | 7.5% |
| 1 | 90147 | 23.0% |
| 0 | 266389 |
NumEmails
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.21530039 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 312660 |
| Zeros (%) | 79.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.44001087 |
|---|---|
| Coefficient of variation (CV) | 2.0437068 |
| Kurtosis | 3.2364063 |
| Mean | 0.21530039 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.8833761 |
| Sum | 84556 |
| Variance | 0.19360957 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 312660 | |
| 1 | 75917 | 19.3% |
| 2 | 3870 | 1.0% |
| 3 | 257 | 0.1% |
| 4 | 27 | < 0.1% |
| 5 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 312660 | |
| 1 | 75917 | 19.3% |
| 2 | 3870 | 1.0% |
| 3 | 257 | 0.1% |
| 4 | 27 | < 0.1% |
| 5 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 5 | 4 | < 0.1% |
| 4 | 27 | < 0.1% |
| 3 | 257 | 0.1% |
| 2 | 3870 | 1.0% |
| 1 | 75917 | 19.3% |
| 0 | 312660 |
NumAddresses
Real number (ℝ)
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.84391765 |
| Minimum | 0 |
|---|---|
| Maximum | 7 |
| Zeros | 76185 |
| Zeros (%) | 19.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.46529122 |
|---|---|
| Coefficient of variation (CV) | 0.55134671 |
| Kurtosis | 3.0576544 |
| Mean | 0.84391765 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -0.19020604 |
| Sum | 331436 |
| Variance | 0.21649592 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 303168 | |
| 0 | 76185 | 19.4% |
| 2 | 12086 | 3.1% |
| 3 | 1127 | 0.3% |
| 4 | 139 | < 0.1% |
| 5 | 22 | < 0.1% |
| 6 | 7 | < 0.1% |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 76185 | 19.4% |
| 1 | 303168 | |
| 2 | 12086 | 3.1% |
| 3 | 1127 | 0.3% |
| 4 | 139 | < 0.1% |
| 5 | 22 | < 0.1% |
| 6 | 7 | < 0.1% |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 7 | 1 | < 0.1% |
| 6 | 7 | < 0.1% |
| 5 | 22 | < 0.1% |
| 4 | 139 | < 0.1% |
| 3 | 1127 | 0.3% |
| 2 | 12086 | 3.1% |
| 1 | 303168 | |
| 0 | 76185 | 19.4% |
FrequencyEncodedCreditor
Real number (ℝ)
| Distinct | 50 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.10031669 |
| Minimum | 2.4604907 × 10-6 |
|---|---|
| Maximum | 0.20857087 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.0 MiB |
Quantile statistics
| Minimum | 2.4604907 × 10-6 |
|---|---|
| 5-th percentile | 0.0058239814 |
| Q1 | 0.040999156 |
| median | 0.061172719 |
| Q3 | 0.13612911 |
| 95-th percentile | 0.20857087 |
| Maximum | 0.20857087 |
| Range | 0.20856841 |
| Interquartile range (IQR) | 0.095129951 |
Descriptive statistics
| Standard deviation | 0.070767034 |
|---|---|
| Coefficient of variation (CV) | 0.70543626 |
| Kurtosis | -1.3325713 |
| Mean | 0.10031669 |
| Median Absolute Deviation (MAD) | 0.05902225 |
| Skewness | 0.33599867 |
| Sum | 39397.877 |
| Variance | 0.0050079731 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.2085708732 | 82764 | |
| 0.1350686354 | 54845 | |
| 0.1361291069 | 52340 | |
| 0.06117271906 | 24854 | 6.3% |
| 0.05032687619 | 20454 | 5.2% |
| 0.04659431184 | 18922 | 4.8% |
| 0.04242378015 | 17242 | 4.4% |
| 0.04099915605 | 16443 | 4.2% |
| 0.03920545835 | 15933 | 4.1% |
| 0.03562790492 | 14474 | 3.7% |
| Other values (40) | 74464 |
| Value | Count | Frequency (%) |
| 2.460490671 × 10-6 | 3 | < 0.1% |
| 4.920981342 × 10-6 | 2 | < 0.1% |
| 9.841962684 × 10-6 | 4 | < 0.1% |
| 1.476294403 × 10-5 | 6 | < 0.1% |
| 1.968392537 × 10-5 | 8 | < 0.1% |
| 3.198637872 × 10-5 | 13 | < 0.1% |
| 7.381472013 × 10-5 | 30 | < 0.1% |
| 0.0001451689496 | 59 | |
| 0.0001919182723 | 78 | |
| 0.000201760235 | 82 |
| Value | Count | Frequency (%) |
| 0.2085708732 | 82764 | |
| 0.1361291069 | 52340 | |
| 0.1350686354 | 54845 | |
| 0.06117271906 | 24854 | 6.3% |
| 0.05438176481 | 13750 | 3.5% |
| 0.05032687619 | 20454 | 5.2% |
| 0.04659431184 | 18922 | 4.8% |
| 0.04242378015 | 17242 | 4.4% |
| 0.04099915605 | 16443 | 4.2% |
| 0.03920545835 | 15933 | 4.1% |
| CurrentBalance | DebtLoadPrincipal | BalanceAtDebtLoad | PurchasePrice | LastPaymentAmount | CustomerAge | NumPhones | NumEmails | NumAddresses | FrequencyEncodedCreditor | OriginalCreditor_Redacted | ProductOrDebtType | CollectionStatus | IsStatBarred | InBankruptcy | IsLegal | NumLiableParties | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CurrentBalance | 1.000 | 0.679 | 0.672 | 0.169 | -0.273 | -0.088 | -0.290 | -0.002 | -0.206 | -0.236 | 0.046 | 0.036 | 0.017 | 0.004 | 0.041 | 0.034 | 0.056 |
| DebtLoadPrincipal | 0.679 | 1.000 | 0.999 | 0.379 | 0.111 | -0.084 | 0.102 | 0.246 | -0.103 | -0.461 | 0.051 | 0.037 | 0.007 | 0.000 | 0.018 | 0.000 | 0.048 |
| BalanceAtDebtLoad | 0.672 | 0.999 | 1.000 | 0.386 | 0.114 | -0.082 | 0.108 | 0.243 | -0.103 | -0.472 | 0.050 | 0.037 | 0.007 | 0.000 | 0.018 | 0.000 | 0.048 |
| PurchasePrice | 0.169 | 0.379 | 0.386 | 1.000 | 0.050 | -0.116 | 0.207 | 0.283 | -0.048 | -0.659 | 0.841 | 0.329 | 0.178 | 0.205 | 0.048 | 0.229 | 0.037 |
| LastPaymentAmount | -0.273 | 0.111 | 0.114 | 0.050 | 1.000 | 0.016 | 0.153 | 0.094 | 0.063 | -0.047 | 0.046 | 0.040 | 0.028 | 0.025 | 0.010 | 0.077 | 0.023 |
| CustomerAge | -0.088 | -0.084 | -0.082 | -0.116 | 0.016 | 1.000 | -0.050 | -0.196 | 0.062 | 0.117 | 0.131 | 0.078 | 0.068 | 0.121 | 0.016 | 0.030 | 0.015 |
| NumPhones | -0.290 | 0.102 | 0.108 | 0.207 | 0.153 | -0.050 | 1.000 | 0.376 | 0.150 | -0.276 | 0.159 | 0.125 | 0.206 | 0.564 | 0.106 | 0.100 | 0.121 |
| NumEmails | -0.002 | 0.246 | 0.243 | 0.283 | 0.094 | -0.196 | 0.376 | 1.000 | 0.048 | -0.291 | 0.234 | 0.209 | 0.168 | 0.413 | 0.043 | 0.072 | 0.128 |
| NumAddresses | -0.206 | -0.103 | -0.103 | -0.048 | 0.063 | 0.062 | 0.150 | 0.048 | 1.000 | 0.102 | 0.153 | 0.097 | 0.126 | 0.163 | 0.092 | 0.039 | 0.224 |
| FrequencyEncodedCreditor | -0.236 | -0.461 | -0.472 | -0.659 | -0.047 | 0.117 | -0.276 | -0.291 | 0.102 | 1.000 | 1.000 | 0.530 | 0.308 | 0.253 | 0.056 | 0.168 | 0.055 |
| OriginalCreditor_Redacted | 0.046 | 0.051 | 0.050 | 0.841 | 0.046 | 0.131 | 0.159 | 0.234 | 0.153 | 1.000 | 1.000 | 0.789 | 0.274 | 0.473 | 0.106 | 0.350 | 0.204 |
| ProductOrDebtType | 0.036 | 0.037 | 0.037 | 0.329 | 0.040 | 0.078 | 0.125 | 0.209 | 0.097 | 0.530 | 0.789 | 1.000 | 0.175 | 0.481 | 0.068 | 0.193 | 0.073 |
| CollectionStatus | 0.017 | 0.007 | 0.007 | 0.178 | 0.028 | 0.068 | 0.206 | 0.168 | 0.126 | 0.308 | 0.274 | 0.175 | 1.000 | 0.794 | 0.478 | 0.537 | 0.049 |
| IsStatBarred | 0.004 | 0.000 | 0.000 | 0.205 | 0.025 | 0.121 | 0.564 | 0.413 | 0.163 | 0.253 | 0.473 | 0.481 | 0.794 | 1.000 | 0.104 | 0.080 | 0.049 |
| InBankruptcy | 0.041 | 0.018 | 0.018 | 0.048 | 0.010 | 0.016 | 0.106 | 0.043 | 0.092 | 0.056 | 0.106 | 0.068 | 0.478 | 0.104 | 1.000 | 0.019 | 0.007 |
| IsLegal | 0.034 | 0.000 | 0.000 | 0.229 | 0.077 | 0.030 | 0.100 | 0.072 | 0.039 | 0.168 | 0.350 | 0.193 | 0.537 | 0.080 | 0.019 | 1.000 | 0.046 |
| NumLiableParties | 0.056 | 0.048 | 0.048 | 0.037 | 0.023 | 0.015 | 0.121 | 0.128 | 0.224 | 0.055 | 0.204 | 0.073 | 0.049 | 0.049 | 0.007 | 0.046 | 1.000 |
| OriginalCreditor_Redacted | CurrentBalance | DebtLoadPrincipal | BalanceAtDebtLoad | PurchasePrice | ProductOrDebtType | CollectionStatus | IsStatBarred | InBankruptcy | IsLegal | LastPaymentAmount | NumLiableParties | CustomerAge | NumPhones | NumEmails | NumAddresses | FrequencyEncodedCreditor | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Creditor 1 | 0.00 | 1160.20 | 1160.20 | 4.22 | Other | PAID_IN_FULL | N | N | Y | 10.00 | 1.0 | 53.0 | 0 | 0 | 1 | 0.000020 |
| 1 | Creditor 2 | 182.90 | 182.90 | 182.90 | 4.22 | Other | CANCELLED_WITHDRAWN | Y | N | N | NaN | 1.0 | NaN | 0 | 0 | 1 | 0.000015 |
| 2 | Creditor 1 | 0.00 | 538.57 | 538.57 | 4.22 | Other | PAID_IN_FULL | N | N | N | 5.37 | 1.0 | NaN | 1 | 0 | 1 | 0.000020 |
| 3 | Creditor 2 | 8279.50 | 8279.50 | 8279.50 | 4.22 | Other | PASSIVE | Y | N | N | NaN | 1.0 | NaN | 1 | 0 | 1 | 0.000015 |
| 4 | Creditor 1 | 0.00 | 523.00 | 523.00 | 4.22 | Other | PAID_IN_FULL | Y | N | Y | 5.00 | 1.0 | 46.0 | 2 | 0 | 1 | 0.000020 |
| 5 | Creditor 1 | 1118.74 | 790.30 | 790.30 | 4.22 | Other | PASSIVE | Y | N | Y | 10.00 | 1.0 | NaN | 0 | 0 | 1 | 0.000020 |
| 6 | Creditor 1 | 0.00 | 71.89 | 71.89 | 4.22 | Other | PAID_IN_FULL | N | N | Y | 91.27 | 1.0 | 50.0 | 2 | 0 | 1 | 0.000020 |
| 7 | Creditor 2 | 0.00 | 11091.35 | 11091.35 | 4.22 | Other | PAID_IN_FULL | N | N | Y | 1200.00 | 1.0 | NaN | 1 | 0 | 1 | 0.000015 |
| 8 | Creditor 1 | 481.34 | 404.67 | 404.67 | 4.22 | Other | CLOSED | Y | N | N | 20.00 | 1.0 | NaN | 1 | 0 | 0 | 0.000020 |
| 9 | Creditor 1 | 0.00 | 903.76 | 903.76 | 4.22 | Other | PAID_IN_FULL | N | N | Y | 8.26 | 1.0 | 46.0 | 1 | 0 | 1 | 0.000020 |
| OriginalCreditor_Redacted | CurrentBalance | DebtLoadPrincipal | BalanceAtDebtLoad | PurchasePrice | ProductOrDebtType | CollectionStatus | IsStatBarred | InBankruptcy | IsLegal | LastPaymentAmount | NumLiableParties | CustomerAge | NumPhones | NumEmails | NumAddresses | FrequencyEncodedCreditor | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 406413 | Creditor 50 | 595.76 | 595.76 | 595.76 | 7.38 | Finance Company - Other | ACTIVE | N | N | N | NaN | 1.0 | 49.0 | 1 | 1 | 1 | 0.032577 |
| 406414 | Creditor 50 | 1749.52 | 1749.52 | 1749.52 | 7.38 | Finance Company - Other | UNDER_ARRANGEMENT | N | N | N | NaN | 1.0 | 40.0 | 2 | 1 | 1 | 0.032577 |
| 406415 | Creditor 50 | 4221.23 | 4221.23 | 4221.23 | 7.38 | Finance Company - Other | ACTIVE | N | N | N | NaN | 1.0 | 59.0 | 1 | 1 | 1 | 0.032577 |
| 406416 | Creditor 50 | 1386.81 | 1386.81 | 1386.81 | 7.38 | Finance Company - Other | ACTIVE | N | N | N | NaN | 1.0 | 38.0 | 2 | 1 | 1 | 0.032577 |
| 406417 | Creditor 50 | 8246.72 | 8246.72 | 8246.72 | 7.38 | Finance Company - Other | ACTIVE | N | N | N | NaN | 1.0 | 34.0 | 1 | 1 | 1 | 0.032577 |
| 406418 | Creditor 50 | 448.20 | 448.20 | 448.20 | 7.38 | Finance Company - Other | ACTIVE | N | N | N | NaN | 1.0 | 36.0 | 1 | 1 | 1 | 0.032577 |
| 406419 | Creditor 50 | 1678.37 | 1678.37 | 1678.37 | 7.38 | Finance Company - Other | ACTIVE | N | N | N | NaN | 1.0 | 37.0 | 0 | 1 | 1 | 0.032577 |
| 406420 | Creditor 50 | 3512.60 | 3512.60 | 3512.60 | 7.38 | Finance Company - Other | ACTIVE | N | N | N | NaN | 1.0 | 71.0 | 1 | 1 | 1 | 0.032577 |
| 406421 | Creditor 50 | 4477.31 | 4477.31 | 4477.31 | 7.38 | Finance Company - Other | ACTIVE | N | N | N | NaN | 1.0 | 38.0 | 1 | 1 | 1 | 0.032577 |
| 406422 | Creditor 50 | 272.59 | 272.59 | 272.59 | 7.38 | Finance Company - Other | ACTIVE | N | N | N | NaN | 1.0 | 30.0 | 0 | 1 | 1 | 0.032577 |